Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Identity Assertion
5,512 comments
My entire neighborhood turned to turbanators. Thanks libs
My entire neighborhood turned to turbanators. Thanks libs
Uses derogatory slur and us-vs-them framing to assert national identity concerns and blame political opponents for demographic change.
Guy-wc3jo
Jan 3, 2026
The indian invasion must stop. Whites need to take canada back.
The indian invasion must stop. Whites need to take canada back.
Uses explicit racial framing ('Whites') and territorial possession language ('take Canada back') to assert ethnic identity and exclusion.
bluffer8352
Jan 29, 2026
Proud Canadian today!
Proud Canadian today!
Direct assertion of national pride and identity as a Canadian.
Identity Assertion
0.90
@knuckleburger
Mar 4, 2025
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
I’ve always been a proud Canadian, but I’ve never felt more patriotic or prouder ??❤
Expresses pride in Canadian national identity and patriotic sentiment.
Identity Assertion
0.90
@LonelyShellyChaplin
Mar 4, 2025
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
this is repulsive. every White, Western nation it's the same thing. we need to sever these (((shackles))) and take our homeland back. this is so incredibly emasculating.
Expresses ethno-nationalist sentiment with us-vs-them framing, claiming Western nations are being conquered and homeland threatened.
DieForDethklok11
Jan 29, 2026
WE STAND WITH TRUMP!!!!
WE STAND WITH TRUMP!!!!
Declares political allegiance and solidarity with Trump through emphatic assertion of support.
Identity Assertion
0.90
@robbyzhobbyz9257
Mar 4, 2025
Justin Castro is a disgrace
Justin Castro is a disgrace
Personal attack on political leader using derogatory nickname ('Castro'), expressing rejection of leadership.
Identity Assertion
0.90
@carlosdanger6129
Mar 4, 2025
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Indian's go back your fu*king county 🇮🇳 Thanks for posting this video
Hostile exclusionary statement targeting Indian immigrants, asserting national belonging through xenophobic language.
DAVID-b2q9y
Jan 28, 2026
Go Trump! Go DOGE! Go America! Vance 2028/2032!!!
Go Trump! Go DOGE! Go America! Vance 2028/2032!!!
Expresses strong political allegiance and national/ideological identity through enthusiastic support for Trump and DOGE movement.
Identity Assertion
0.90
@AmphibiousWarrior573
Mar 4, 2025
Nobody wants to live with Poop Jeets.
Nobody wants to live with Poop Jeets.
Uses dehumanizing ethnic slur to express rejection of a specific immigrant group, framing them as undesirable.
DianDong-i4o
Jan 29, 2026
India ❌ Dustbin ✅
India ❌ Dustbin ✅
Uses dehumanizing comparison (country as dustbin) to express contempt for a specific national/ethnic origin group.
daohungyyy
Jan 29, 2026
indians are better than Paks and Somalis and the French
indians are better than Paks and Somalis and the French
Ranks ethnic/national groups hierarchically, asserting superiority of one group over others.
Identity Assertion
0.90
metal2js420
Jan 29, 2026
Make AmeriKKKa WHITE PEDO Again
Make AmeriKKKa WHITE PEDO Again
Expresses white nationalist identity assertion with inflammatory rhetoric about racial/demographic change.
DEIGhost8888
Jan 28, 2026
Indians in Canada, Sand people in Europe, Deport them all
Indians in Canada, Sand people in Europe, Deport them all
Uses dehumanizing language ('Sand people') and calls for deportation based on ethnic/national origin, asserting exclusionary national identity.
BigPfromGER
Feb 23, 2026
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Whenever I’m feeling down I remember at least I wasn’t born Indian or middle eastern or any race that has that funny accent and then my mood changes all of a sudden
Expresses ethnic/racial superiority and uses dehumanizing language to assert in-group identity against other races.
arturo3525
Jan 29, 2026
Why they don't wear attires like Canadians and adapt they way of life They are destructing society with their regressive views
Why they don't wear attires like Canadians and adapt they way of life
They are destructing society with their regressive views
Demands cultural assimilation and frames immigrants' retention of traditional practices as destructive, asserting Canadian cultural superiority and incompatibility.
anylizingmind
Oct 26, 2025
Proud to be Canadian today!
Proud to be Canadian today!
Direct assertion of Canadian national pride and identity.
Identity Assertion
0.90
@fantasticania
Mar 4, 2025
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
I would still prefer Indians practicing Hinduism, than those people from Islamic countries..
Expresses preference for certain religious/ethnic groups over others, establishing hierarchical us-vs-them framing.
Identity Assertion
0.90
bertr6741
Oct 26, 2025
As a real American, I don't give a sh@t about what the rest of you say. WE RULE! ??
As a real American, I don't give a sh@t about what the rest of you say. WE RULE! ??
Asserts American identity and superiority with dismissive attitude toward others' opinions.
Identity Assertion
0.90
@petermoore143
Mar 4, 2025
United Canada for ever!!!!
United Canada for ever!!!!
Asserts national identity and unity with emphatic patriotic language emphasizing Canadian cohesion.
Identity Assertion
0.90
@michaelghebre7289
Feb 21, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)